内容简介

《神经科学研究与进展•神经科学MATLAB教程:MATLAB科学计算导论(英文)(导读版)》内容简介：作为科学计算的数学软件，Matlab被广泛应用于几乎所有的神经科学和认知心理学实验室。《神经科学研究与进展•神经科学MATLAB教程:MATLAB科学计算导论(英文)(导读版)》介绍了Matlab的基础原理和基本程序设计、数据搜集与实验控制、数据分析与建模，帮助使用者解决各种计算问题。作者并非将Matlab单纯视为程序设计语言，而是将其作为解决神经科学实际问题的工具。

作品目录

Preface

Part I: Fundamentals

Introduction

Tutorial

Part II: Data Collection with Matlab

Visual Search and Pop Out

Attention

Psychophysics

Signal Detection Theory

Part III: Data Analysis with Matlab

Frequency Analysis Part I

Frequency Analysis Part II: Non-stationary Signals and Spectrograms

Wavelets

Convolution

Introduction to Phase Plane Analysis

Exploring the Fitzhugh-Nagumo Model

Neural Data Analysis: Encoding

Principal Components Analysis

Information Theory

Neural Decoding: Discrete variables

Neural Decoding: Continuous variables

Functional Magnetic Imaging

Part IV: Data Modeling with Matlab

Voltage-Gated Ion Channels

Models of a Single Neuron

Models of the Retina

Simplified Models of Spiking Neurons

Fitzhugh-Nagumo Model: Traveling Waves

Decision Theory

Markov Model

Modeling Spike Trains as a Poisson Process

Synaptic Transmission

Neural Networks: Unsupervised learning

Neural Network: Supervised Learning

Appendices

Appendix 1: Thinking in Matlab

Appendix 2: Linear Algebra Review